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Transformer: Multi-Head Attention
Math vs Code👨💻
I made this visualization to show you how to implement the multi-head attention math in PyTorch within 50 LoC.
Multi-Head Attention is what makes the Transformer's performance outstanding.
Is it useful to you❓
📂 Tags: #ML #TRANSFORMER
http://t.me/codeprogrammer⭐️
Math vs Code
I made this visualization to show you how to implement the multi-head attention math in PyTorch within 50 LoC.
Multi-Head Attention is what makes the Transformer's performance outstanding.
Is it useful to you
http://t.me/codeprogrammer
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A mini application that I liked very much, I feel that it is suitable for me as a programmer
https://t.me/owlsonton_bot/join?startapp=418788114
https://t.me/owlsonton_bot/join?startapp=418788114
Forwarded from ML - DS - AI Jobs
📈How to make $15,000 in a month in 2024?
Easy!!! Lisa is now the hippest trader who is showing crazy results in the market!
She was able to make over $15,000 in the last month! ❗️
Right now she has started a marathon on her channel and is running it absolutely free. 💡
To participate in the marathon, you will need to :
1. Subscribe to the channel SIGNALS BY LISA TRADER 📈
2. Write in private messages : “Marathon” and start participating!
👉CLICK HERE👈
Easy!!! Lisa is now the hippest trader who is showing crazy results in the market!
She was able to make over $15,000 in the last month! ❗️
Right now she has started a marathon on her channel and is running it absolutely free. 💡
To participate in the marathon, you will need to :
1. Subscribe to the channel SIGNALS BY LISA TRADER 📈
2. Write in private messages : “Marathon” and start participating!
👉CLICK HERE👈
8_Workbook_Hidden_Layer.pdf
195.1 KB
Hidden Layer
AI by Hand✍️ Workbook - 25 Exercises 🏋️♀️
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📂 Tags: #ML #AI
http://t.me/codeprogrammer⭐️
AI by Hand
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http://t.me/codeprogrammer
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Hidden Layer
AI by Hand✍️ Workbook - 25 Answers 🏋️♀️
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📂 Tags: #ML #AI
http://t.me/codeprogrammer⭐️
AI by Hand
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http://t.me/codeprogrammer
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@codeprogrammer Helpful Cheat Sheets Compilation.zip
5.2 MB
Including Pandas, NumPy, Matplotlib, Seaborn, and others
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Numpy Cheat sheet for Data Scientists
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📂 Tags: #ML #Numpy #Python
http://t.me/codeprogrammer⭐️
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Similarity vs. Distance, illustrated using circles 🏵 by hand ✍️
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📂 Tags: #ML #Python
http://t.me/codeprogrammer⭐️
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http://t.me/codeprogrammer
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AI & ML Guided Projects with Python 👑
Below is a list of guided projects to master AI & ML with Python that you should try⭐
🔗 Link: https://thecleverprogrammer.com/2024/10/11/ai-ml-projects-with-python/
Is it useful to you❓
📂 Tags: #ML #Ai #Python
http://t.me/codeprogrammer⭐️
Below is a list of guided projects to master AI & ML with Python that you should try
Is it useful to you
http://t.me/codeprogrammer
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25 Most Important Mathematical Definitions in Data Science
More details: https://blog.dailydoseofds.com/p/25-most-important-mathematical-definitions
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📂 Tags: #ML #Ai #DataScience
http://t.me/codeprogrammer⭐️
More details: https://blog.dailydoseofds.com/p/25-most-important-mathematical-definitions
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http://t.me/codeprogrammer
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Multi-Query RAG by hand ✍️ + Langflow
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📂 Tags: #ML #Ai #RAG #LLM
http://t.me/codeprogrammer⭐️
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explaining the concept of RAG (Retrieval-Augmented Generation) in a simple and easy-to-understand way.
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📂 Tags: #ML #Ai #RAG #LLM
http://t.me/codeprogrammer⭐️
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http://t.me/codeprogrammer
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Understanding RAG Part I: Why It’s Needed
Details: https://machinelearningmastery.com/understanding-rag-part-i-why-its-needed/
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📂 Tags: #ML #Ai #RAG #LLM
http://t.me/codeprogrammer⭐️
Details: https://machinelearningmastery.com/understanding-rag-part-i-why-its-needed/
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http://t.me/codeprogrammer
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@codeprogrammer CS229 Lectures Notes (2023) %0A%0AAndrew Ng.pdf
3.2 MB
CS229 Lectures Notes (2023)
By: Andrew Ng & Tengyu Ma
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📂 Tags: #ML #Ai #RAG #LLM
http://t.me/codeprogrammer⭐️
By: Andrew Ng & Tengyu Ma
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http://t.me/codeprogrammer
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LOOKING FOR A NEW SOURCE OF INCOME?
Average earnings from 100$ a day
Lisa is looking for people who want to earn money. If you are responsible, motivated and want to change your life. Welcome to her channel.
WHAT YOU NEED TO WORK:
1. phone or computer
2. Free 15-20 minutes a day
3. desire to earn
❗️ Requires 20 people ❗️
Access is available at the link below
👇
https://t.me/+NhwYZAXFlT8yZDIx
Average earnings from 100$ a day
Lisa is looking for people who want to earn money. If you are responsible, motivated and want to change your life. Welcome to her channel.
WHAT YOU NEED TO WORK:
1. phone or computer
2. Free 15-20 minutes a day
3. desire to earn
❗️ Requires 20 people ❗️
Access is available at the link below
👇
https://t.me/+NhwYZAXFlT8yZDIx
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Mathematics of an Artificial Neural Network
Is it useful to you❓
📂 Tags: #ML #Ai #RAG #LLM
http://t.me/codeprogrammer⭐️
Is it useful to you
http://t.me/codeprogrammer
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What is your preferred learning method?
Watching training courses or reading books? Please share the reason for your vote in the comments.
Watching training courses or reading books? Please share the reason for your vote in the comments.
Anonymous Poll
72%
Courses 👨💻
28%
Books 📚
New 20hr bootcamp on Probability & Statistics!!!
Videos released weekly but full playlist already posted:
https://youtube.com/playlist?list=PLMrJAkhIeNNR3sNYvfgiKgcStwuPSts9V&si=JnxwphTT7VXPPlS3
Probability & Statistics are cornerstones of data science and machine learning. This course rapidly covers the basics and gets into advanced topics.
Is it useful to you❓
📂 Tags: #ML #Ai #Probability #Statistics
http://t.me/codeprogrammer⭐️
Videos released weekly but full playlist already posted:
https://youtube.com/playlist?list=PLMrJAkhIeNNR3sNYvfgiKgcStwuPSts9V&si=JnxwphTT7VXPPlS3
Probability & Statistics are cornerstones of data science and machine learning. This course rapidly covers the basics and gets into advanced topics.
Is it useful to you
http://t.me/codeprogrammer
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Three Ways of Storing and Accessing Lots of Images in Python
Link:https://realpython.com/storing-images-in-python/
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📂 Tags: #coding #Python
http://t.me/codeprogrammer⭐️
Link:https://realpython.com/storing-images-in-python/
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http://t.me/codeprogrammer
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Check Internet Speed using Python
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📂 Tags: #coding #Python
http://t.me/codeprogrammer⭐️
Is it useful to you
http://t.me/codeprogrammer
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Transformer by hand ✋
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📂 Tags: #Transformer #Python #ML
http://t.me/codeprogrammer⭐️
Is it useful to you
http://t.me/codeprogrammer
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